Bishan Yang

Leveraging Knowledge Bases in LSTMs for Improving Machine Reading

2017

This paper focuses on how to take advantage of external knowledge bases (KBs) to improve recurrent neural networks for machine reading. Traditional methods that exploit knowledge from KBs encode knowledge as discrete indicator features. Not …

Joint Extraction of Events and Entities within a Document Context

2016

Events and entities are closely related; entities are often actors or participants in events and events without entities are uncommon. The interpretation of events and entities is highly contextually dependent. Existing work in information extraction …